I evaluated legacy sales engagement platforms like Apollo alongside modern point solutions and internal custom scripting setups built around LLM scraping workflows. Traditional database tools remain highly static, requiring manual export pipelines, separate enrichment scripts, and continuous human validation to avoid deliverability decay. Point tools often fail to handle complex inbound response reasoning or multi turn objection handling seamlessly. I chose Artisan because it closes the operational loop completely, handling ingestion, execution, and calendar synchronization within one system.